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Published on: August 11, 2015
A new comorbidities index for risk stratification for treatment of unruptured cerebral aneurysms
William C Newman1, Dan W Neal2, Brian L Hoh2
1Department of Neurological Surgery, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania; and.
Insights
A new comorbidity index for unruptured cerebral aneurysms outperforms existing measures like the Charlson Comorbidity Index (CCI) and Elixhauser Comorbidity Index (ECI). This specialized index improves risk stratification for poor outcomes and mortality in these patients.
Area of Science:
- Neurosurgery
- Medical Informatics
- Biostatistics
Background:
- Comorbidities significantly impact risk stratification in large patient database analyses.
- Existing comorbidity indices, such as the Charlson Comorbidity Index (CCI) and Elixhauser Comorbidity Index (ECI), lack validation for patients with unruptured cerebral aneurysms.
- Accurate risk stratification is crucial for managing patients with unruptured cerebral aneurysms.
Purpose of the Study:
- To develop and validate a novel comorbidity index specifically for patients with unruptured cerebral aneurysms.
- To compare the predictive performance of the new index against the CCI and ECI for various patient outcomes.
- To enhance patient risk stratification and inform clinical decision-making for this specific patient population.
Main Methods:
- Utilized Nationwide Inpatient Sample data from 2002-2010, focusing on unruptured cerebral aneurysms treated with clipping, coiling, or both.
- Assessed the impact of 37 variables on poor outcomes to construct a patient-specific risk score.
- Employed a validation dataset and bootstrapping for index evaluation and comparison with CCI and ECI.
Main Results:
- A new index was created, assigning integer values to 20 specific comorbidities.
- The novel index demonstrated superior prediction of poor outcomes (AUC 0.814) compared to CCI (0.694) and ECI (0.712).
- The new index also showed better prediction of mortality (AUC 0.775) than CCI (0.635) and ECI (0.657).
Conclusions:
- The newly developed comorbidity index significantly outperforms the CCI and ECI in predicting poor outcomes and mortality for unruptured cerebral aneurysm patients.
- The index also shows improved prediction for length of stay and hospital charges.
- Further validation in other patient cohorts is recommended to assess the broader impact of this more accurate patient stratification tool.
Abstract:
OBJECTIVE Comorbidities have an impact on risk stratification for outcomes in analyses of large patient databases. Although the Charlson Comorbidity Index (CCI) and the Elixhauser Comorbidity Index (ECI) are the most commonly used comorbidity indexes, these have not been validated for patients with unruptured cerebral aneurysms; therefore, the authors created a comorbidity index specific to these patients. METHODS The authors extracted all records involving unruptured cerebral aneurysms treated with clipping, coiling, or both from the Nationwide Inpatient Sample (2002-2010). They assessed the effect of 37 variables on poor outcome and used the results to create a risk score for these patients. The authors used a validation data set and bootstrapping to evaluate the new index and compared it to CCI and ECI in prediction of poor outcome, mortality, length of stay, and hospital charges. RESULTS The index assigns integer values (-2 to 7) to 20 comorbidities: neurological disorder, renal insufficiency, gastrointestinal bleeding, paralysis, acute myocardial infarction, electrolyte disorder, weight loss, metastatic cancer, drug abuse, arrhythmia, coagulopathy, cerebrovascular accident, psychosis, alcoholism, perivascular disease, valvular disease, tobacco use, hypothyroidism, depression, and hypercholesterolemia. Values are summed to determine a patient's risk score. The new index was better at predicting poor outcome than CCI or ECI (area under the receiver operating characteristic curve [AUC] 0.814 [95% CI 0.798-0.830], vs 0.694 and 0.712, respectively, for the other indices), and it was also better at predicting mortality (AUC 0.775 [95% CI 0.754-0.792], vs 0.635 and 0.657, respectively, for CCI and ECI). CONCLUSIONS This new comorbidity index outperforms the CCI and ECI in predicting poor outcome, mortality, length of stay, and total charges for patients with unruptured cerebral aneurysm. Reevaluation of other patient cohorts is warranted to determine the impact of more accurate patient stratification.
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